prose

Orchestrate multi-agent workflows within the OpenProse VM.

30|1|Updated Apr 15, 2026
One-click install
npx skills add https://github.com/qianleigood/crawclaw --skill prose-qianleigood
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: prose
Source: https://github.com/qianleigood/crawclaw/tree/main/extensions/open-prose/skills/prose
Command: npx skills add https://github.com/qianleigood/crawclaw --skill prose-qianleigood

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Coordinates and orchestrates OpenProse AI agents and workflows within the OpenProse VM, enabling structured, auditable multi-agent runtimes and seamless integration of memory, imports, and state backends.

Core Features & Use Cases

  • Centralized orchestration of sessions and agents to compose complex workflows across projects and runs.
  • Support for parallel execution, reusable blocks, imports, and multiple state backends (filesystem, SQLite, PostgreSQL, and in-context) to suit various scale and collaboration needs.
  • Use cases include captain-pattern orchestrations, production-grade workflows, and template-driven automation pipelines.

Quick Start

Run a simple OpenProse program to observe a basic session and agent template in action.

Frequently Asked Questions about prose

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I coordinate multi-agent workflows with reproducible state backends?

Multi-agent workflow coordination uses the OpenProse VM to orchestrate sessions and agents, applying state backends like filesystem, SQLite, PostgreSQL, or in-context memory to enable reproducible and auditable runs.

What is the best way to structure parallel execution for multi-agent automation pipelines?

Parallel execution for multi-agent pipelines is structured using centralized orchestration within the OpenProse VM, composing reusable blocks and managing imports to support production-grade automation workflows.

Do I need a valid SKILL.md frontmatter to integrate agents into the OpenProse VM?

Yes, integrating agents into the OpenProse VM requires a valid SKILL.md frontmatter with name and description fields, along with optional scripts, references, and assets to connect with the runtime.

Can I use SQLite or PostgreSQL for auditable agent memory handling?

Auditable agent memory handling supports multiple state backends including SQLite, PostgreSQL, filesystem, and in-context storage, allowing you to choose the backend that suits your scale and collaboration needs.

When do I need centralized orchestration for chat-based automation?

Centralized orchestration for chat-based automation is needed when composing complex workflows across projects and runs, requiring captain-pattern orchestration and template-driven automation pipelines.

Does OpenProse support importing reusable blocks across different agent runs?

OpenProse supports importing reusable blocks across different agent runs, enabling structured composition of complex workflows and seamless integration of memory and state backends within the virtual machine.